forecasted temperatures region Report

Dataset statistics

Number of variables	10
Number of observations	674545
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	51.5 MiB
Average record size in memory	80.0 B

Variable types

DateTime	1
Categorical	1
Numeric	8

Alerts

`Temperatura` is highly correlated with `Hora` and 1 other fields	High correlation
`Temperatura_Aparente` is highly correlated with `Hora` and 2 other fields	High correlation
`Radiacion_Solar` is highly correlated with `Hora` and 1 other fields	High correlation
`Hora` is highly correlated with `Temperatura` and 3 other fields	High correlation
`Humedad` is highly correlated with `Hora`	High correlation
`Precipitacion` is highly skewed (γ1 = 70.31982767)	Skewed
`Zona_Carga` is uniformly distributed	Uniform
`Hora` has 28109 (4.2%) zeros	Zeros
`Precipitacion` has 639969 (94.9%) zeros	Zeros
`Velocidad_Viento` has 12368 (1.8%) zeros	Zeros
`Radiacion_Solar` has 334764 (49.6%) zeros	Zeros
`Nubosidad` has 524204 (77.7%) zeros	Zeros

Reproduction

Analysis started	2022-11-07 03:44:38.409822
Analysis finished	2022-11-07 03:44:57.843755
Duration	19.43 seconds
Software version	pandas-profiling v3.3.0
Download configuration	config.json

Fecha
Date

Distinct	4686
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	5.1 MiB

Minimum	2010-01-01 00:00:00
Maximum	2022-10-30 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

Zona_Carga
Categorical

UNIFORM

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.1 MiB

Obregon	112428
Guaymas	112428
Caborca	112428
Nogales	112428
Navojoa	112428

Length

Max length	10
Median length	7
Mean length	7.499914757
Min length	7

Characters and Unicode

Total characters	5059030
Distinct characters	21
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Obregon
2nd row	Obregon
3rd row	Obregon
4th row	Obregon
5th row	Obregon

Common Values

Value	Count	Frequency (%)
Obregon	112428	16.7%
Guaymas	112428	16.7%
Caborca	112428	16.7%
Nogales	112428	16.7%
Navojoa	112428	16.7%
Hermosillo	112405	16.7%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
obregon	112428	16.7%
guaymas	112428	16.7%
caborca	112428	16.7%
nogales	112428	16.7%
navojoa	112428	16.7%
hermosillo	112405	16.7%

Most occurring characters

Value	Count	Frequency (%)
a	786996	15.6%
o	786950	15.6%
r	337261	6.7%
e	337261	6.7%
s	337261	6.7%
l	337238	6.7%
g	224856	4.4%
b	224856	4.4%
N	224856	4.4%
m	224833	4.4%
Other values (11)	1236662	24.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4384485	86.7%
Uppercase Letter	674545	13.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	786996	17.9%
o	786950	17.9%
r	337261	7.7%
e	337261	7.7%
s	337261	7.7%
l	337238	7.7%
g	224856	5.1%
b	224856	5.1%
m	224833	5.1%
c	112428	2.6%
Other values (6)	674545	15.4%

Uppercase Letter

Value	Count	Frequency (%)
N	224856	33.3%
O	112428	16.7%
C	112428	16.7%
G	112428	16.7%
H	112405	16.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5059030	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	786996	15.6%
o	786950	15.6%
r	337261	6.7%
e	337261	6.7%
s	337261	6.7%
l	337238	6.7%
g	224856	4.4%
b	224856	4.4%
N	224856	4.4%
m	224833	4.4%
Other values (11)	1236662	24.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5059030	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	786996	15.6%
o	786950	15.6%
r	337261	6.7%
e	337261	6.7%
s	337261	6.7%
l	337238	6.7%
g	224856	4.4%
b	224856	4.4%
N	224856	4.4%
m	224833	4.4%
Other values (11)	1236662	24.4%

Hora
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	24
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.50121786

Minimum	0
Maximum	23
Zeros	28109
Zeros (%)	4.2%
Negative	0
Negative (%)	0.0%
Memory size	5.1 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	12
Q3	18
95-th percentile	22
Maximum	23
Range	23
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	6.9219012
Coefficient of variation (CV)	0.6018407168
Kurtosis	-1.204014689
Mean	11.50121786
Median Absolute Deviation (MAD)	6
Skewness	-0.0001813032955
Sum	7758089
Variance	47.91271622
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
23	28116	4.2%
1	28109	4.2%
22	28109	4.2%
21	28109	4.2%
20	28109	4.2%
19	28109	4.2%
18	28109	4.2%
17	28109	4.2%
16	28109	4.2%
15	28109	4.2%
Other values (14)	393448	58.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	28109	4.2%
1	28109	4.2%
2	28031	4.2%
3	28109	4.2%
4	28109	4.2%
5	28109	4.2%
6	28109	4.2%
7	28109	4.2%
8	28109	4.2%
9	28109	4.2%

Value	Count	Frequency (%)
23	28116	4.2%
22	28109	4.2%
21	28109	4.2%
20	28109	4.2%
19	28109	4.2%
18	28109	4.2%
17	28109	4.2%
16	28109	4.2%
15	28109	4.2%
14	28109	4.2%

Temperatura
Real number (ℝ)

HIGH CORRELATION

Distinct	543
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.60702918

Minimum	-9.4
Maximum	47
Zeros	45
Zeros (%)	< 0.1%
Negative	1405
Negative (%)	0.2%
Memory size	5.1 MiB

Quantile statistics

Minimum	-9.4
5-th percentile	9.5
Q1	17.8
median	24.3
Q3	29.7
95-th percentile	36.2
Maximum	47
Range	56.4
Interquartile range (IQR)	11.9

Descriptive statistics

Standard deviation	8.194188555
Coefficient of variation (CV)	0.3471079945
Kurtosis	-0.361028029
Mean	23.60702918
Median Absolute Deviation (MAD)	5.9
Skewness	-0.2756116589
Sum	15924003.5
Variance	67.14472607
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28	3730	0.6%
30	3623	0.5%
29	3583	0.5%
27	3469	0.5%
27.7	3462	0.5%
28.3	3459	0.5%
28.4	3433	0.5%
26	3411	0.5%
28.2	3404	0.5%
28.6	3392	0.5%
Other values (533)	639579	94.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9.4	2	< 0.1%
-9.3	2	< 0.1%
-8.8	3	< 0.1%
-8.5	1	< 0.1%
-8.1	1	< 0.1%
-7.5	1	< 0.1%
-7.3	1	< 0.1%
-7.1	2	< 0.1%
-6.9	1	< 0.1%
-6.8	1	< 0.1%

Value	Count	Frequency (%)
47	1	< 0.1%
46.8	1	< 0.1%
46.4	3	< 0.1%
46.2	1	< 0.1%
46.1	1	< 0.1%
46	4	< 0.1%
45.9	6	< 0.1%
45.8	4	< 0.1%
45.7	4	< 0.1%
45.6	4	< 0.1%

Temperatura_Aparente
Real number (ℝ)

HIGH CORRELATION

Distinct	649
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.16692659

Minimum	-18.2
Maximum	55
Zeros	103
Zeros (%)	< 0.1%
Negative	2621
Negative (%)	0.4%
Memory size	5.1 MiB

Quantile statistics

Minimum	-18.2
5-th percentile	10
Q1	17.2
median	25.2
Q3	32.3
95-th percentile	42.4
Maximum	55
Range	73.2
Interquartile range (IQR)	15.1

Descriptive statistics

Standard deviation	10.20227767
Coefficient of variation (CV)	0.4053843296
Kurtosis	-0.5596479849
Mean	25.16692659
Median Absolute Deviation (MAD)	7.6
Skewness	0.01927843674
Sum	16976224.5
Variance	104.0864696
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30.2	3001	0.4%
30.1	2922	0.4%
31	2882	0.4%
30.4	2877	0.4%
30.6	2865	0.4%
29.9	2863	0.4%
30.3	2857	0.4%
29.7	2829	0.4%
30.8	2819	0.4%
31.1	2810	0.4%
Other values (639)	645820	95.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-18.2	1	< 0.1%
-17.9	1	< 0.1%
-17.6	1	< 0.1%
-16.8	1	< 0.1%
-16.6	1	< 0.1%
-14.9	1	< 0.1%
-14.2	2	< 0.1%
-14	2	< 0.1%
-13.5	1	< 0.1%
-12.5	1	< 0.1%

Value	Count	Frequency (%)
55	1	< 0.1%
54.6	1	< 0.1%
54.1	1	< 0.1%
54	1	< 0.1%
53.7	1	< 0.1%
53.6	1	< 0.1%
53.5	1	< 0.1%
53.2	2	< 0.1%
53.1	2	< 0.1%
53	5	< 0.1%

Precipitacion
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	714
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03071824711

Minimum	0
Maximum	82
Zeros	639969
Zeros (%)	94.9%
Negative	0
Negative (%)	0.0%
Memory size	5.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.05
Maximum	82
Range	82
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3194060635
Coefficient of variation (CV)	10.3979261
Kurtosis	13948.9958
Mean	0.03071824711
Median Absolute Deviation (MAD)	0
Skewness	70.31982767
Sum	20720.84
Variance	0.1020202334
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	639969	94.9%
0.06	1920	0.3%
0.07	1717	0.3%
0.08	1523	0.2%
0.09	1390	0.2%
0.05	1147	0.2%
0.1	1136	0.2%
0.11	1009	0.1%
0.12	970	0.1%
0.13	878	0.1%
Other values (704)	22886	3.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	639969	94.9%
0.01	74	< 0.1%
0.02	121	< 0.1%
0.03	101	< 0.1%
0.04	95	< 0.1%
0.05	1147	0.2%
0.06	1920	0.3%
0.07	1717	0.3%
0.08	1523	0.2%
0.09	1390	0.2%

Value	Count	Frequency (%)
82	2	< 0.1%
41	1	< 0.1%
28.71	1	< 0.1%
28.34	1	< 0.1%
23.39	1	< 0.1%
22.94	1	< 0.1%
22.57	1	< 0.1%
19.32	1	< 0.1%
18.37	1	< 0.1%
17.79	1	< 0.1%

Humedad
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	991
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50.25697337

Minimum	1
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.1 MiB

Quantile statistics

Minimum	1
5-th percentile	13.7
Q1	30.4
median	49.6
Q3	69.8
95-th percentile	88.7
Maximum	100
Range	99
Interquartile range (IQR)	39.4

Descriptive statistics

Standard deviation	23.7512555
Coefficient of variation (CV)	0.4725962171
Kurtosis	-1.037861699
Mean	50.25697337
Median Absolute Deviation (MAD)	19.7
Skewness	0.08097398452
Sum	33900590.1
Variance	564.1221377
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	1801	0.3%
27.9	983	0.1%
34.2	978	0.1%
46.5	970	0.1%
32.4	956	0.1%
33.1	946	0.1%
35.2	940	0.1%
33.4	939	0.1%
28.7	939	0.1%
28.8	939	0.1%
Other values (981)	664154	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	< 0.1%
1.1	3	< 0.1%
1.2	3	< 0.1%
1.3	7	< 0.1%
1.4	7	< 0.1%
1.5	2	< 0.1%
1.6	3	< 0.1%
1.7	8	< 0.1%
1.8	7	< 0.1%
1.9	6	< 0.1%

Value	Count	Frequency (%)
100	1801	0.3%
99.9	108	< 0.1%
99.8	82	< 0.1%
99.7	110	< 0.1%
99.6	91	< 0.1%
99.5	129	< 0.1%
99.4	113	< 0.1%
99.3	136	< 0.1%
99.2	108	< 0.1%
99.1	129	< 0.1%

Velocidad_Viento
Real number (ℝ_≥0)

ZEROS

Distinct	236
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.641592036

Minimum	0
Maximum	97.6
Zeros	12368
Zeros (%)	1.8%
Negative	0
Negative (%)	0.0%
Memory size	5.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0.5
Q1	1.5
median	2.3
Q3	3.5
95-th percentile	6
Maximum	97.6
Range	97.6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.742514137
Coefficient of variation (CV)	0.6596454385
Kurtosis	68.36427227
Mean	2.641592036
Median Absolute Deviation (MAD)	1
Skewness	2.869468585
Sum	1781872.7
Variance	3.036355518
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	28253	4.2%
2	26881	4.0%
1.7	21081	3.1%
1.8	20722	3.1%
1.9	20552	3.0%
2.2	19561	2.9%
2.1	19523	2.9%
1.6	19307	2.9%
2.3	19257	2.9%
1.5	18419	2.7%
Other values (226)	460989	68.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12368	1.8%
0.1	3546	0.5%
0.2	4157	0.6%
0.3	5082	0.8%
0.4	5502	0.8%
0.5	6513	1.0%
0.6	7534	1.1%
0.7	8896	1.3%
0.8	10142	1.5%
0.9	11316	1.7%

Value	Count	Frequency (%)
97.6	1	< 0.1%
82.3	1	< 0.1%
82	1	< 0.1%
80	2	< 0.1%
74	1	< 0.1%
69.7	1	< 0.1%
66.1	1	< 0.1%
65.2	1	< 0.1%
65	1	< 0.1%
61.9	1	< 0.1%

Radiacion_Solar
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	10898
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	247.8187901

Minimum	0
Maximum	1104
Zeros	334764
Zeros (%)	49.6%
Negative	0
Negative (%)	0.0%
Memory size	5.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.8
Q3	509.4
95-th percentile	898.3
Maximum	1104
Range	1104
Interquartile range (IQR)	509.4

Descriptive statistics

Standard deviation	325.4899408
Coefficient of variation (CV)	1.313419134
Kurtosis	-0.5636332541
Mean	247.8187901
Median Absolute Deviation (MAD)	1.8
Skewness	0.9544236694
Sum	167164925.8
Variance	105943.7015
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	334764	49.6%
0.2	182	< 0.1%
0.1	179	< 0.1%
0.4	173	< 0.1%
0.3	163	< 0.1%
1	158	< 0.1%
0.7	157	< 0.1%
0.5	153	< 0.1%
0.6	151	< 0.1%
1.1	149	< 0.1%
Other values (10888)	338316	50.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	334764	49.6%
0.1	179	< 0.1%
0.2	182	< 0.1%
0.3	163	< 0.1%
0.4	173	< 0.1%
0.5	153	< 0.1%
0.6	151	< 0.1%
0.7	157	< 0.1%
0.8	140	< 0.1%
0.9	134	< 0.1%

Value	Count	Frequency (%)
1104	1	< 0.1%
1103.9	1	< 0.1%
1103.8	1	< 0.1%
1103.2	1	< 0.1%
1101.5	1	< 0.1%
1100.8	1	< 0.1%
1100.7	1	< 0.1%
1100.2	1	< 0.1%
1099.5	1	< 0.1%
1099.3	1	< 0.1%

Nubosidad
Real number (ℝ_≥0)

ZEROS

Distinct	1001
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.238278543

Minimum	0
Maximum	100
Zeros	524204
Zeros (%)	77.7%
Negative	0
Negative (%)	0.0%
Memory size	5.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	20.8
Maximum	100
Range	100
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	11.82839709
Coefficient of variation (CV)	3.652680563
Kurtosis	29.64148825
Mean	3.238278543
Median Absolute Deviation (MAD)	0
Skewness	5.152592835
Sum	2184364.6
Variance	139.9109778
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	524204	77.7%
0.1	10073	1.5%
0.2	5925	0.9%
0.3	4884	0.7%
0.4	4037	0.6%
0.5	3240	0.5%
0.6	2721	0.4%
0.7	2623	0.4%
0.8	2345	0.3%
0.9	2068	0.3%
Other values (991)	112425	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	524204	77.7%
0.1	10073	1.5%
0.2	5925	0.9%
0.3	4884	0.7%
0.4	4037	0.6%
0.5	3240	0.5%
0.6	2721	0.4%
0.7	2623	0.4%
0.8	2345	0.3%
0.9	2068	0.3%

Value	Count	Frequency (%)
100	363	0.1%
99.9	73	< 0.1%
99.8	56	< 0.1%
99.7	44	< 0.1%
99.6	44	< 0.1%
99.5	32	< 0.1%
99.4	29	< 0.1%
99.3	35	< 0.1%
99.2	36	< 0.1%
99.1	33	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Fecha	Zona_Carga	Hora	Temperatura	Temperatura_Aparente	Humedad	Velocidad_Viento	Radiacion_Solar
0	2010-01-01	Obregon	0	14.7	13.7	58.9	2.9	0.0
1	2010-01-01	Obregon	1	14.3	13.6	61.5	2.6	0.0
2	2010-01-01	Obregon	2	12.5	12.1	64.8	2.5	0.0
3	2010-01-01	Obregon	3	12.1	11.8	68.8	2.3	0.0
4	2010-01-01	Obregon	4	10.4	10.4	73.0	2.1	0.0
5	2010-01-01	Obregon	5	9.7	8.9	71.9	2.0	0.0
6	2010-01-01	Obregon	6	9.1	8.2	77.8	2.0	0.0
7	2010-01-01	Obregon	7	8.9	7.9	79.3	2.0	0.0
8	2010-01-01	Obregon	8	8.7	7.6	79.0	2.0	0.0
9	2010-01-01	Obregon	9	9.1	9.4	72.6	2.0	120.8

Last rows

	Fecha	Zona_Carga	Hora	Temperatura	Temperatura_Aparente	Humedad	Velocidad_Viento	Radiacion_Solar
674535	2022-10-30	Hermosillo	14	28.9	30.4	15.0	0.9	682.8
674536	2022-10-30	Hermosillo	15	29.0	29.9	13.4	1.6	586.8
674537	2022-10-30	Hermosillo	16	29.8	28.5	12.7	3.6	448.0
674538	2022-10-30	Hermosillo	17	29.0	26.4	12.5	2.4	275.4
674539	2022-10-30	Hermosillo	18	27.0	24.2	17.2	2.1	125.7
674540	2022-10-30	Hermosillo	19	24.9	21.5	22.8	2.0	7.8
674541	2022-10-30	Hermosillo	20	22.0	19.6	33.0	1.8	0.0
674542	2022-10-30	Hermosillo	21	19.1	18.5	39.8	1.7	0.0
674543	2022-10-30	Hermosillo	22	18.1	17.9	41.8	0.3	0.0
674544	2022-10-30	Hermosillo	23	18.1	17.2	46.0	0.9	0.0

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows